{"id":"W4406859613","doi":"10.1515/npprj-2024-0073","title":"Energy consumption in refiner mechanical pulping","year":2025,"lang":"en","type":"article","venue":"Nordic Pulp & Paper Research Journal","topic":"Mechanical and Thermal Properties Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pulp and paper industry; Energy consumption; Environmental science; Process engineering; Waste management; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001840398,0.0001394474,0.0002644777,0.0005151425,0.0002139964,0.00014317,0.0003720138,0.0001430406,0.002020757],"category_scores_gemma":[0.0001657658,0.0001094425,0.0001279474,0.0006925381,0.00005372744,0.0002148631,0.0001351435,0.00128634,0.00009792341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002585006,"about_ca_system_score_gemma":0.00005837085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001348443,"about_ca_topic_score_gemma":0.0002186218,"domain_scores_codex":[0.9977835,0.0003174935,0.0004651636,0.0002049924,0.0005702116,0.0006586046],"domain_scores_gemma":[0.9992994,0.0001340202,0.00002161012,0.0002320754,0.0001111269,0.0002017654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000307961,0.0002255886,0.001382901,0.0002173393,0.0005083681,0.0004639812,0.0001114697,0.00550185,0.2602496,0.04535226,0.00789768,0.677781],"study_design_scores_gemma":[0.004373058,0.0003728506,0.004558449,0.001823892,0.000123022,0.0003356557,0.0005498622,0.3835654,0.02084801,0.08349089,0.4987389,0.001220025],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7456672,0.0267316,0.06527361,0.01065722,0.002089364,0.0005532546,0.00001161728,0.0005093789,0.1485068],"genre_scores_gemma":[0.9942362,0.003704812,0.0001500823,0.0002346074,0.0001695675,0.00002245263,0.000002404741,0.00002097728,0.001458875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6765611,"threshold_uncertainty_score":0.9988915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04944401641083634,"score_gpt":0.3195796780008727,"score_spread":0.2701356615900363,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}